# 76th Place Solution

The competition closed on 28 January 2026. I am writing this in August, more than six
months later — at the time I had a result and a directory of scripts, and never wrote
anything up. I have since gone back through the 481 training runs and the 196 submissions,
rebuilt the final solution as a single package, and put the whole thing in one place:
[https://github.com/eisuke119/csiro-image2biomass](https://github.com/eisuke119/csiro-image2biomass)
Cross-validation, the tiling, the two heads, the ensemble, what did not work, and what the
481 runs can and cannot support — it is all in there, with the code and the two tables every
figure comes from. Have a look if it is useful.
Happy to answer questions here.